Dataset statistics
| Number of variables | 33 |
|---|---|
| Number of observations | 13265 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.3 MiB |
| Average record size in memory | 257.0 B |
Variable types
| CAT | 18 |
|---|---|
| NUM | 14 |
| BOOL | 1 |
city has a high cardinality: 171 distinct values | High cardinality |
fireplace has a high cardinality: 77 distinct values | High cardinality |
parking has a high cardinality: 281 distinct values | High cardinality |
lot_f has a high cardinality: 360 distinct values | High cardinality |
architectural has a high cardinality: 387 distinct values | High cardinality |
sewer has a high cardinality: 102 distinct values | High cardinality |
water has a high cardinality: 74 distinct values | High cardinality |
app has a high cardinality: 146 distinct values | High cardinality |
heating has a high cardinality: 91 distinct values | High cardinality |
cooling has a high cardinality: 115 distinct values | High cardinality |
materials has a high cardinality: 160 distinct values | High cardinality |
roof has a high cardinality: 285 distinct values | High cardinality |
interior has a high cardinality: 446 distinct values | High cardinality |
compensation has a high cardinality: 365 distinct values | High cardinality |
tax_assessed is highly skewed (γ1 = 22.68487712) | Skewed |
covered is highly skewed (γ1 = 105.9219524) | Skewed |
garage is highly skewed (γ1 = 87.6396911) | Skewed |
total_spaces is highly skewed (γ1 = 63.59587501) | Skewed |
year is highly skewed (γ1 = 36.47242642) | Skewed |
df_index has unique values | Unique |
living has 169 (1.3%) zeros | Zeros |
lot_a has 839 (6.3%) zeros | Zeros |
tax_assessed has 570 (4.3%) zeros | Zeros |
stories has 1446 (10.9%) zeros | Zeros |
Reproduction
| Analysis started | 2023-02-07 06:38:23.095485 |
|---|---|
| Analysis finished | 2023-02-07 06:38:39.880703 |
| Duration | 16.79 seconds |
| Software version | pandas-profiling v2.9.0 |
| Download configuration | config.yaml |
| Distinct | 13265 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6668.134715 |
|---|---|
| Minimum | 0 |
| Maximum | 13338 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 103.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 667.2 |
| Q1 | 3325 |
| median | 6674 |
| Q3 | 10001 |
| 95-th percentile | 12671.8 |
| Maximum | 13338 |
| Range | 13338 |
| Interquartile range (IQR) | 6676 |
Descriptive statistics
| Standard deviation | 3852.224137 |
|---|---|
| Coefficient of variation (CV) | 0.5777064054 |
| Kurtosis | -1.200666555 |
| Mean | 6668.134715 |
| Median Absolute Deviation (MAD) | 3338 |
| Skewness | -0.0004819924979 |
| Sum | 88452807 |
| Variance | 14839630.81 |
| Monotocity | Strictly increasing |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 5416 | 1 | < 0.1% | |
| 1290 | 1 | < 0.1% | |
| 3339 | 1 | < 0.1% | |
| 9486 | 1 | < 0.1% | |
| 11535 | 1 | < 0.1% | |
| 5400 | 1 | < 0.1% | |
| 7449 | 1 | < 0.1% | |
| 1306 | 1 | < 0.1% | |
| 3355 | 1 | < 0.1% | |
| Other values (13255) | 13255 | 99.9% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 1 | 1 | < 0.1% | |
| 2 | 1 | < 0.1% | |
| 3 | 1 | < 0.1% | |
| 5 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 13338 | 1 | < 0.1% | |
| 13337 | 1 | < 0.1% | |
| 13336 | 1 | < 0.1% | |
| 13335 | 1 | < 0.1% | |
| 13334 | 1 | < 0.1% |
price
Real number (ℝ≥0)
| Distinct | 2671 |
|---|---|
| Distinct (%) | 20.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1246741.354 |
|---|---|
| Minimum | 0 |
| Maximum | 165000000 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Memory size | 103.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 168000 |
| Q1 | 308888 |
| median | 503000 |
| Q3 | 985000 |
| 95-th percentile | 3599600 |
| Maximum | 165000000 |
| Range | 165000000 |
| Interquartile range (IQR) | 676112 |
Descriptive statistics
| Standard deviation | 4107915.732 |
|---|---|
| Coefficient of variation (CV) | 3.294922174 |
| Kurtosis | 504.515843 |
| Mean | 1246741.354 |
| Median Absolute Deviation (MAD) | 246000 |
| Skewness | 17.97946008 |
| Sum | 1.653802406e+10 |
| Variance | 1.687497166e+13 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 350000 | 119 | 0.9% | |
| 325000 | 85 | 0.6% | |
| 299900 | 84 | 0.6% | |
| 650000 | 80 | 0.6% | |
| 399900 | 79 | 0.6% | |
| 375000 | 79 | 0.6% | |
| 450000 | 77 | 0.6% | |
| 399000 | 74 | 0.6% | |
| 300000 | 73 | 0.6% | |
| 275000 | 72 | 0.5% | |
| Other values (2661) | 12443 | 93.8% |
| Value | Count | Frequency (%) | |
| 0 | 2 | < 0.1% | |
| 19900 | 1 | < 0.1% | |
| 30000 | 2 | < 0.1% | |
| 32900 | 1 | < 0.1% | |
| 35000 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 165000000 | 1 | < 0.1% | |
| 150000000 | 1 | < 0.1% | |
| 139000000 | 1 | < 0.1% | |
| 87000000 | 1 | < 0.1% | |
| 85000000 | 1 | < 0.1% |
status
Categorical
| Distinct | 9 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| House for sale | |
|---|---|
| Active | |
| New construction | 566 |
| New | 165 |
| Foreclosure | 67 |
| Other values (4) | 106 |
| Value | Count | Frequency (%) | |
| House for sale | 10534 | 79.4% | |
| Active | 1827 | 13.8% | |
| New construction | 566 | 4.3% | |
| New | 165 | 1.2% | |
| Foreclosure | 67 | 0.5% | |
| Price Change | 48 | 0.4% | |
| Coming soon | 44 | 0.3% | |
| Auction | 9 | 0.1% | |
| Re-activated | 5 | < 0.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 16 |
|---|---|
| Median length | 14 |
| Mean length | 12.8088202 |
| Min length | 3 |
add_attr
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 13.0 KiB |
| True | |
|---|---|
| False |
| Value | Count | Frequency (%) | |
| True | 10197 | 76.9% | |
| False | 3068 | 23.1% |
| Distinct | 171 |
|---|---|
| Distinct (%) | 1.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| Dallas | 749 |
|---|---|
| Indianapolis | 743 |
| Philadelphia | 742 |
| Chicago | 736 |
| Jacksonville | 725 |
| Other values (166) |
| Value | Count | Frequency (%) | |
| Dallas | 749 | 5.6% | |
| Indianapolis | 743 | 5.6% | |
| Philadelphia | 742 | 5.6% | |
| Chicago | 736 | 5.5% | |
| Jacksonville | 725 | 5.5% | |
| San Antonio | 719 | 5.4% | |
| Charlotte | 714 | 5.4% | |
| Houston | 704 | 5.3% | |
| Columbus | 678 | 5.1% | |
| Fort Worth | 676 | 5.1% | |
| Other values (161) | 6079 | 45.8% |
Unique
| Unique | 43 ? |
|---|---|
| Unique (%) | 0.3% |
Length
| Max length | 20 |
|---|---|
| Median length | 9 |
| Mean length | 9.071617037 |
| Min length | 4 |
state
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| TX | |
|---|---|
| CA | |
| AZ | |
| OH | |
| IN | |
| Other values (9) |
| Value | Count | Frequency (%) | |
| TX | 3369 | 25.4% | |
| CA | 2140 | 16.1% | |
| AZ | 772 | 5.8% | |
| OH | 755 | 5.7% | |
| IN | 750 | 5.7% | |
| PA | 742 | 5.6% | |
| IL | 737 | 5.6% | |
| FL | 732 | 5.5% | |
| NC | 726 | 5.5% | |
| TN | 676 | 5.1% | |
| Other values (4) | 1866 | 14.1% |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
lat
Real number (ℝ≥0)
| Distinct | 13141 |
|---|---|
| Distinct (%) | 99.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 35.7714584 |
|---|---|
| Minimum | 0 |
| Maximum | 47.733967 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 103.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 29.6019648 |
| Q1 | 32.742405 |
| median | 35.158978 |
| Q3 | 39.875687 |
| 95-th percentile | 41.9049724 |
| Maximum | 47.733967 |
| Range | 47.733967 |
| Interquartile range (IQR) | 7.133282 |
Descriptive statistics
| Standard deviation | 4.406290668 |
|---|---|
| Coefficient of variation (CV) | 0.1231789495 |
| Kurtosis | -0.3195735213 |
| Mean | 35.7714584 |
| Median Absolute Deviation (MAD) | 4.587467 |
| Skewness | 0.292664207 |
| Sum | 474508.3957 |
| Variance | 19.41539745 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 40.015083 | 3 | < 0.1% | |
| 34.040268 | 2 | < 0.1% | |
| 35.23363 | 2 | < 0.1% | |
| 41.903008 | 2 | < 0.1% | |
| 39.67135 | 2 | < 0.1% | |
| 39.766724 | 2 | < 0.1% | |
| 32.715405 | 2 | < 0.1% | |
| 36.103233 | 2 | < 0.1% | |
| 36.196106 | 2 | < 0.1% | |
| 38.965164 | 2 | < 0.1% | |
| Other values (13131) | 13244 | 99.8% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| 29.138699 | 1 | < 0.1% | |
| 29.1487 | 1 | < 0.1% | |
| 29.166689 | 1 | < 0.1% | |
| 29.198627 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 47.733967 | 1 | < 0.1% | |
| 47.733162 | 1 | < 0.1% | |
| 47.732807 | 1 | < 0.1% | |
| 47.731823 | 1 | < 0.1% | |
| 47.73067 | 1 | < 0.1% |
long
Real number (ℝ)
| Distinct | 13102 |
|---|---|
| Distinct (%) | 98.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -95.38698208 |
|---|---|
| Minimum | -122.508575 |
| Maximum | 0 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Memory size | 103.6 KiB |
Quantile statistics
| Minimum | -122.508575 |
|---|---|
| 5-th percentile | -121.9514552 |
| Q1 | -105.034775 |
| median | -95.51751 |
| Q3 | -82.950386 |
| 95-th percentile | -74.977019 |
| Maximum | 0 |
| Range | 122.508575 |
| Interquartile range (IQR) | 22.084389 |
Descriptive statistics
| Standard deviation | 15.04957552 |
|---|---|
| Coefficient of variation (CV) | -0.1577738931 |
| Kurtosis | -0.936499418 |
| Mean | -95.38698208 |
| Median Absolute Deviation (MAD) | 12.55348 |
| Skewness | -0.3737761375 |
| Sum | -1265308.317 |
| Variance | 226.4897233 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| -95.41359 | 2 | < 0.1% | |
| -122.368484 | 2 | < 0.1% | |
| -95.50236 | 2 | < 0.1% | |
| -96.76172 | 2 | < 0.1% | |
| -98.65886 | 2 | < 0.1% | |
| -86.16566 | 2 | < 0.1% | |
| -111.99746 | 2 | < 0.1% | |
| -104.910324 | 2 | < 0.1% | |
| -96.6596 | 2 | < 0.1% | |
| -75.03945 | 2 | < 0.1% | |
| Other values (13092) | 13245 | 99.8% |
| Value | Count | Frequency (%) | |
| -122.508575 | 1 | < 0.1% | |
| -122.50841 | 1 | < 0.1% | |
| -122.50772 | 1 | < 0.1% | |
| -122.50759 | 1 | < 0.1% | |
| -122.50677 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 1 | < 0.1% | |
| -73.7041 | 1 | < 0.1% | |
| -73.704544 | 1 | < 0.1% | |
| -73.70573 | 1 | < 0.1% | |
| -73.70951 | 1 | < 0.1% |
bath
Real number (ℝ≥0)
| Distinct | 24 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.888880513 |
|---|---|
| Minimum | 0 |
| Maximum | 27 |
| Zeros | 16 |
| Zeros (%) | 0.1% |
| Memory size | 103.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 3 |
| Q3 | 3 |
| 95-th percentile | 6 |
| Maximum | 27 |
| Range | 27 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.648422178 |
|---|---|
| Coefficient of variation (CV) | 0.5706093316 |
| Kurtosis | 19.0611743 |
| Mean | 2.888880513 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 2.998985167 |
| Sum | 38321 |
| Variance | 2.717295678 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 5023 | 37.9% | |
| 3 | 3860 | 29.1% | |
| 4 | 1612 | 12.2% | |
| 1 | 1400 | 10.6% | |
| 5 | 575 | 4.3% | |
| 6 | 303 | 2.3% | |
| 7 | 194 | 1.5% | |
| 8 | 110 | 0.8% | |
| 9 | 63 | 0.5% | |
| 10 | 35 | 0.3% | |
| Other values (14) | 90 | 0.7% |
| Value | Count | Frequency (%) | |
| 0 | 16 | 0.1% | |
| 1 | 1400 | 10.6% | |
| 2 | 5023 | 37.9% | |
| 3 | 3860 | 29.1% | |
| 4 | 1612 | 12.2% |
| Value | Count | Frequency (%) | |
| 27 | 1 | < 0.1% | |
| 25 | 1 | < 0.1% | |
| 24 | 1 | < 0.1% | |
| 20 | 1 | < 0.1% | |
| 19 | 1 | < 0.1% |
bed
Real number (ℝ≥0)
| Distinct | 15 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.66038447 |
|---|---|
| Minimum | 0 |
| Maximum | 17 |
| Zeros | 18 |
| Zeros (%) | 0.1% |
| Memory size | 103.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 6 |
| Maximum | 17 |
| Range | 17 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.11779903 |
|---|---|
| Coefficient of variation (CV) | 0.3053774922 |
| Kurtosis | 7.162295297 |
| Mean | 3.66038447 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.456711574 |
| Sum | 48555 |
| Variance | 1.249474671 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 3 | 5478 | 41.3% | |
| 4 | 4361 | 32.9% | |
| 5 | 1561 | 11.8% | |
| 2 | 1071 | 8.1% | |
| 6 | 476 | 3.6% | |
| 7 | 132 | 1.0% | |
| 1 | 71 | 0.5% | |
| 8 | 54 | 0.4% | |
| 9 | 19 | 0.1% | |
| 0 | 18 | 0.1% | |
| Other values (5) | 24 | 0.2% |
| Value | Count | Frequency (%) | |
| 0 | 18 | 0.1% | |
| 1 | 71 | 0.5% | |
| 2 | 1071 | 8.1% | |
| 3 | 5478 | 41.3% | |
| 4 | 4361 | 32.9% |
| Value | Count | Frequency (%) | |
| 17 | 1 | < 0.1% | |
| 14 | 3 | < 0.1% | |
| 12 | 6 | < 0.1% | |
| 11 | 5 | < 0.1% | |
| 10 | 9 | 0.1% |
| Distinct | 3963 |
|---|---|
| Distinct (%) | 29.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2417.703958 |
|---|---|
| Minimum | 0 |
| Maximum | 56500 |
| Zeros | 169 |
| Zeros (%) | 1.3% |
| Memory size | 103.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 923 |
| Q1 | 1406 |
| median | 1940 |
| Q3 | 2772 |
| 95-th percentile | 5367.4 |
| Maximum | 56500 |
| Range | 56500 |
| Interquartile range (IQR) | 1366 |
Descriptive statistics
| Standard deviation | 2004.2348 |
|---|---|
| Coefficient of variation (CV) | 0.8289827186 |
| Kurtosis | 86.38769582 |
| Mean | 2417.703958 |
| Median Absolute Deviation (MAD) | 620 |
| Skewness | 6.289224095 |
| Sum | 32070843 |
| Variance | 4016957.132 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 169 | 1.3% | |
| 1200 | 61 | 0.5% | |
| 1800 | 42 | 0.3% | |
| 2000 | 40 | 0.3% | |
| 1600 | 38 | 0.3% | |
| 3000 | 38 | 0.3% | |
| 1440 | 37 | 0.3% | |
| 1500 | 37 | 0.3% | |
| 2200 | 35 | 0.3% | |
| 2100 | 33 | 0.2% | |
| Other values (3953) | 12735 | 96.0% |
| Value | Count | Frequency (%) | |
| 0 | 169 | 1.3% | |
| 1 | 2 | < 0.1% | |
| 300 | 1 | < 0.1% | |
| 392 | 1 | < 0.1% | |
| 400 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 56500 | 1 | < 0.1% | |
| 38000 | 1 | < 0.1% | |
| 37132 | 1 | < 0.1% | |
| 36000 | 1 | < 0.1% | |
| 31450 | 1 | < 0.1% |
| Distinct | 4553 |
|---|---|
| Distinct (%) | 34.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4167.410015 |
|---|---|
| Minimum | 0 |
| Maximum | 10863.864 |
| Zeros | 839 |
| Zeros (%) | 6.3% |
| Memory size | 103.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1.2 |
| median | 4356 |
| Q3 | 6882.48 |
| 95-th percentile | 9583.2 |
| Maximum | 10863.864 |
| Range | 10863.864 |
| Interquartile range (IQR) | 6881.28 |
Descriptive statistics
| Standard deviation | 3314.051039 |
|---|---|
| Coefficient of variation (CV) | 0.7952303775 |
| Kurtosis | -1.251204581 |
| Mean | 4167.410015 |
| Median Absolute Deviation (MAD) | 3005.64 |
| Skewness | 0.1004388909 |
| Sum | 55280693.84 |
| Variance | 10982934.29 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 839 | 6.3% | |
| 7405.2 | 143 | 1.1% | |
| 6534 | 139 | 1.0% | |
| 6098.4 | 135 | 1.0% | |
| 4791.6 | 131 | 1.0% | |
| 5227.2 | 124 | 0.9% | |
| 7840.8 | 118 | 0.9% | |
| 4356 | 115 | 0.9% | |
| 8276.4 | 109 | 0.8% | |
| 6969.6 | 108 | 0.8% | |
| Other values (4543) | 11304 | 85.2% |
| Value | Count | Frequency (%) | |
| 0 | 839 | 6.3% | |
| 0.13 | 1 | < 0.1% | |
| 0.146 | 1 | < 0.1% | |
| 0.172 | 1 | < 0.1% | |
| 0.21 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 10863.864 | 1 | < 0.1% | |
| 10846.44 | 1 | < 0.1% | |
| 10846 | 1 | < 0.1% | |
| 10837.728 | 1 | < 0.1% | |
| 10833.372 | 1 | < 0.1% |
| Distinct | 10381 |
|---|---|
| Distinct (%) | 78.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 651513.3831 |
|---|---|
| Minimum | 0 |
| Maximum | 120990610 |
| Zeros | 570 |
| Zeros (%) | 4.3% |
| Memory size | 103.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15020 |
| Q1 | 160439 |
| median | 288000 |
| Q3 | 567602 |
| 95-th percentile | 1887436.8 |
| Maximum | 120990610 |
| Range | 120990610 |
| Interquartile range (IQR) | 407163 |
Descriptive statistics
| Standard deviation | 2036394.823 |
|---|---|
| Coefficient of variation (CV) | 3.125637748 |
| Kurtosis | 1017.783391 |
| Mean | 651513.3831 |
| Median Absolute Deviation (MAD) | 168300 |
| Skewness | 22.68487712 |
| Sum | 8642325027 |
| Variance | 4.146903877e+12 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 0 | 570 | 4.3% | |
| 5000 | 19 | 0.1% | |
| 45000 | 8 | 0.1% | |
| 195000 | 8 | 0.1% | |
| 360000 | 8 | 0.1% | |
| 205000 | 7 | 0.1% | |
| 230000 | 7 | 0.1% | |
| 60000 | 6 | < 0.1% | |
| 182700 | 6 | < 0.1% | |
| 260000 | 6 | < 0.1% | |
| Other values (10371) | 12620 | 95.1% |
| Value | Count | Frequency (%) | |
| 0 | 570 | 4.3% | |
| 100 | 1 | < 0.1% | |
| 200 | 1 | < 0.1% | |
| 495 | 1 | < 0.1% | |
| 700 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 120990610 | 1 | < 0.1% | |
| 49830371 | 1 | < 0.1% | |
| 45466200 | 1 | < 0.1% | |
| 34846568 | 1 | < 0.1% | |
| 33637713 | 1 | < 0.1% |
| Distinct | 77 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| none | |
|---|---|
| 1.0 | |
| 2.0 | |
| living room | 409 |
| not applicable | 370 |
| Other values (72) |
| Value | Count | Frequency (%) | |
| none | 5968 | 45.0% | |
| 1.0 | 4233 | 31.9% | |
| 2.0 | 729 | 5.5% | |
| living room | 409 | 3.1% | |
| not applicable | 370 | 2.8% | |
| family room | 317 | 2.4% | |
| 1 fireplace | 244 | 1.8% | |
| 3.0 | 226 | 1.7% | |
| gas log | 97 | 0.7% | |
| 4.0 | 82 | 0.6% | |
| Other values (67) | 590 | 4.4% |
Unique
| Unique | 29 ? |
|---|---|
| Unique (%) | 0.2% |
Length
| Max length | 26 |
|---|---|
| Median length | 4 |
| Mean length | 4.588239729 |
| Min length | 2 |
| Distinct | 281 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| Garage | |
|---|---|
| Attache | 680 |
| none | 663 |
| Attached Garag | 552 |
| Drivewa | 534 |
| Other values (276) |
| Value | Count | Frequency (%) | |
| Garage | 1395 | 10.5% | |
| Attache | 680 | 5.1% | |
| none | 663 | 5.0% | |
| Attached Garag | 552 | 4.2% | |
| Drivewa | 534 | 4.0% | |
| Attached | 497 | 3.7% | |
| Garage - Attached | 487 | 3.7% | |
| On Street | 400 | 3.0% | |
| Driveway | 393 | 3.0% | |
| 2-Car Single Door | 376 | 2.8% | |
| Other values (271) | 7288 | 54.9% |
Unique
| Unique | 49 ? |
|---|---|
| Unique (%) | 0.4% |
Length
| Max length | 36 |
|---|---|
| Median length | 9 |
| Mean length | 10.50931021 |
| Min length | 3 |
| Distinct | 353 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.005438647 |
|---|---|
| Minimum | 1 |
| Maximum | 424 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 103.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1.775 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 424 |
| Range | 423 |
| Interquartile range (IQR) | 0.225 |
Descriptive statistics
| Standard deviation | 3.771700635 |
|---|---|
| Coefficient of variation (CV) | 1.880735988 |
| Kurtosis | 11820.86061 |
| Mean | 2.005438647 |
| Median Absolute Deviation (MAD) | 0.05 |
| Skewness | 105.9219524 |
| Sum | 26602.14365 |
| Variance | 14.22572568 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 5822 | 43.9% | |
| 1 | 1658 | 12.5% | |
| 3 | 846 | 6.4% | |
| 4 | 231 | 1.7% | |
| 1.72 | 111 | 0.8% | |
| 1.75 | 96 | 0.7% | |
| 1.65 | 93 | 0.7% | |
| 1.82 | 93 | 0.7% | |
| 1.975 | 91 | 0.7% | |
| 1.995 | 89 | 0.7% | |
| Other values (343) | 4135 | 31.2% |
| Value | Count | Frequency (%) | |
| 1 | 1658 | 12.5% | |
| 1.045 | 1 | < 0.1% | |
| 1.085 | 3 | < 0.1% | |
| 1.135 | 1 | < 0.1% | |
| 1.14 | 4 | < 0.1% |
| Value | Count | Frequency (%) | |
| 424 | 1 | < 0.1% | |
| 60 | 1 | < 0.1% | |
| 20 | 1 | < 0.1% | |
| 16 | 1 | < 0.1% | |
| 14 | 1 | < 0.1% |
| Distinct | 352 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.989149726 |
|---|---|
| Minimum | 1 |
| Maximum | 424 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 103.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1.74 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 424 |
| Range | 423 |
| Interquartile range (IQR) | 0.26 |
Descriptive statistics
| Standard deviation | 4.175753276 |
|---|---|
| Coefficient of variation (CV) | 2.099265441 |
| Kurtosis | 8350.620268 |
| Mean | 1.989149726 |
| Median Absolute Deviation (MAD) | 0.055 |
| Skewness | 87.6396911 |
| Sum | 26386.07111 |
| Variance | 17.43691543 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 5784 | 43.6% | |
| 1 | 1610 | 12.1% | |
| 3 | 824 | 6.2% | |
| 4 | 181 | 1.4% | |
| 1.685 | 111 | 0.8% | |
| 1.625 | 106 | 0.8% | |
| 1.945 | 103 | 0.8% | |
| 1.985 | 99 | 0.7% | |
| 1.78 | 93 | 0.7% | |
| 1.54 | 93 | 0.7% | |
| Other values (342) | 4261 | 32.1% |
| Value | Count | Frequency (%) | |
| 1 | 1610 | 12.1% | |
| 1.02 | 1 | < 0.1% | |
| 1.03 | 1 | < 0.1% | |
| 1.07 | 4 | < 0.1% | |
| 1.09 | 2 | < 0.1% |
| Value | Count | Frequency (%) | |
| 424 | 1 | < 0.1% | |
| 212 | 1 | < 0.1% | |
| 60 | 1 | < 0.1% | |
| 13 | 1 | < 0.1% | |
| 12 | 1 | < 0.1% |
| Distinct | 327 |
|---|---|
| Distinct (%) | 2.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.488030839 |
|---|---|
| Minimum | 1 |
| Maximum | 424 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Memory size | 103.6 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| median | 2 |
| Q3 | 2.395 |
| 95-th percentile | 5 |
| Maximum | 424 |
| Range | 423 |
| Interquartile range (IQR) | 0.395 |
Descriptive statistics
| Standard deviation | 4.800363733 |
|---|---|
| Coefficient of variation (CV) | 1.92938273 |
| Kurtosis | 4993.342948 |
| Mean | 2.488030839 |
| Median Absolute Deviation (MAD) | 0.105 |
| Skewness | 63.59587501 |
| Sum | 33003.72908 |
| Variance | 23.04349197 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2 | 5595 | 42.2% | |
| 1 | 1682 | 12.7% | |
| 3 | 987 | 7.4% | |
| 4 | 892 | 6.7% | |
| 6 | 264 | 2.0% | |
| 5 | 200 | 1.5% | |
| 2.175 | 127 | 1.0% | |
| 8 | 77 | 0.6% | |
| 2.01 | 74 | 0.6% | |
| 2.52 | 71 | 0.5% | |
| Other values (317) | 3296 | 24.8% |
| Value | Count | Frequency (%) | |
| 1 | 1682 | 12.7% | |
| 1.355 | 1 | < 0.1% | |
| 1.395 | 3 | < 0.1% | |
| 1.47 | 1 | < 0.1% | |
| 1.485 | 6 | < 0.1% |
| Value | Count | Frequency (%) | |
| 424 | 1 | < 0.1% | |
| 212 | 1 | < 0.1% | |
| 203 | 1 | < 0.1% | |
| 80 | 1 | < 0.1% | |
| 60 | 1 | < 0.1% |
| Distinct | 360 |
|---|---|
| Distinct (%) | 2.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| none | |
|---|---|
| Corner Lo | |
| Back Yar | 461 |
| Cul-De-Sa | 453 |
| Level | 441 |
| Other values (355) |
| Value | Count | Frequency (%) | |
| none | 5360 | 40.4% | |
| Corner Lo | 692 | 5.2% | |
| Back Yar | 461 | 3.5% | |
| Cul-De-Sa | 453 | 3.4% | |
| Level | 441 | 3.3% | |
| Curb | 437 | 3.3% | |
| Subdivide | 385 | 2.9% | |
| Leve | 303 | 2.3% | |
| Few Tree | 223 | 1.7% | |
| North/South Exposur | 220 | 1.7% | |
| Other values (350) | 4290 | 32.3% |
Unique
| Unique | 114 ? |
|---|---|
| Unique (%) | 0.9% |
Length
| Max length | 38 |
|---|---|
| Median length | 5 |
| Mean length | 7.620203543 |
| Min length | 3 |
subtype
Categorical
| Distinct | 27 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| Single Family Residence | |
|---|---|
| Residentia | |
| Detached | 501 |
| none | 382 |
| Residential | 361 |
| Other values (22) | 303 |
| Value | Count | Frequency (%) | |
| Single Family Residence | 10639 | 80.2% | |
| Residentia | 1079 | 8.1% | |
| Detached | 501 | 3.8% | |
| none | 382 | 2.9% | |
| Residential | 361 | 2.7% | |
| Single Family - Detached | 120 | 0.9% | |
| Ranch | 46 | 0.3% | |
| All Other Attached | 40 | 0.3% | |
| Single Family - Semi-Attached | 23 | 0.2% | |
| Residential-Detache | 14 | 0.1% | |
| Other values (17) | 60 | 0.5% |
Unique
| Unique | 6 ? |
|---|---|
| Unique (%) | < 0.1% |
Length
| Max length | 29 |
|---|---|
| Median length | 23 |
| Mean length | 20.40904636 |
| Min length | 4 |
| Distinct | 387 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| none | |
|---|---|
| Traditional | |
| Ranch | |
| Contemporary | |
| 2.0 | 372 |
| Other values (382) |
| Value | Count | Frequency (%) | |
| none | 4967 | 37.4% | |
| Traditional | 2158 | 16.3% | |
| Ranch | 927 | 7.0% | |
| Contemporary | 510 | 3.8% | |
| 2.0 | 372 | 2.8% | |
| Colonial | 359 | 2.7% | |
| Bungalow | 335 | 2.5% | |
| TraditonalAmerican | 283 | 2.1% | |
| Other | 208 | 1.6% | |
| Straight Thru | 198 | 1.5% | |
| Other values (377) | 2948 | 22.2% |
Unique
| Unique | 210 ? |
|---|---|
| Unique (%) | 1.6% |
Length
| Max length | 67 |
|---|---|
| Median length | 5 |
| Mean length | 8.188239729 |
| Min length | 3 |
| Distinct | 213 |
|---|---|
| Distinct (%) | 1.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1966.036383 |
|---|---|
| Minimum | 0 |
| Maximum | 9999 |
| Zeros | 15 |
| Zeros (%) | 0.1% |
| Memory size | 103.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1905 |
| Q1 | 1941 |
| median | 1967 |
| Q3 | 1999 |
| 95-th percentile | 2022 |
| Maximum | 9999 |
| Range | 9999 |
| Interquartile range (IQR) | 58 |
Descriptive statistics
| Standard deviation | 124.0166378 |
|---|---|
| Coefficient of variation (CV) | 0.06307952329 |
| Kurtosis | 2723.908651 |
| Mean | 1966.036383 |
| Median Absolute Deviation (MAD) | 28 |
| Skewness | 36.47242642 |
| Sum | 26079472.62 |
| Variance | 15380.12646 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 2022 | 664 | 5.0% | |
| 1925 | 333 | 2.5% | |
| 1950 | 270 | 2.0% | |
| 1920 | 254 | 1.9% | |
| 1955 | 233 | 1.8% | |
| 1900 | 229 | 1.7% | |
| 1940 | 206 | 1.6% | |
| 2006 | 205 | 1.5% | |
| 2005 | 201 | 1.5% | |
| 1960 | 200 | 1.5% | |
| Other values (203) | 10470 | 78.9% |
| Value | Count | Frequency (%) | |
| 0 | 15 | 0.1% | |
| 1730 | 1 | < 0.1% | |
| 1750 | 1 | < 0.1% | |
| 1807 | 1 | < 0.1% | |
| 1829 | 1 | < 0.1% |
| Value | Count | Frequency (%) | |
| 9999 | 2 | < 0.1% | |
| 2023 | 68 | 0.5% | |
| 2022 | 664 | 5.0% | |
| 2021.95 | 7 | 0.1% | |
| 2021 | 79 | 0.6% |
| Distinct | 102 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| Public Sewer | |
|---|---|
| none | |
| City Sewer | |
| Sewer Connecte | 444 |
| SAW | 201 |
| Other values (97) |
| Value | Count | Frequency (%) | |
| Public Sewer | 7196 | 54.2% | |
| none | 2584 | 19.5% | |
| City Sewer | 1409 | 10.6% | |
| Sewer Connecte | 444 | 3.3% | |
| SAW | 201 | 1.5% | |
| Sewer System | 182 | 1.4% | |
| Septic Tank | 124 | 0.9% | |
| Septic System | 122 | 0.9% | |
| Sewer Connected | 105 | 0.8% | |
| SAWS | 101 | 0.8% | |
| Other values (92) | 797 | 6.0% |
Unique
| Unique | 31 ? |
|---|---|
| Unique (%) | 0.2% |
Length
| Max length | 32 |
|---|---|
| Median length | 12 |
| Mean length | 10.11443649 |
| Min length | 1 |
| Distinct | 74 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| Public | |
|---|---|
| none | |
| City Water | |
| Publi | 549 |
| Meter on Property | 384 |
| Other values (69) |
| Value | Count | Frequency (%) | |
| Public | 6897 | 52.0% | |
| none | 2157 | 16.3% | |
| City Water | 1079 | 8.1% | |
| Publi | 549 | 4.1% | |
| Meter on Property | 384 | 2.9% | |
| Lake Michigan | 381 | 2.9% | |
| City Wate | 321 | 2.4% | |
| SAW | 262 | 2.0% | |
| Water System | 201 | 1.5% | |
| Water District | 174 | 1.3% | |
| Other values (64) | 860 | 6.5% |
Unique
| Unique | 25 ? |
|---|---|
| Unique (%) | 0.2% |
Length
| Max length | 32 |
|---|---|
| Median length | 6 |
| Mean length | 7.014700339 |
| Min length | 3 |
| Distinct | 146 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| dishwasher | |
|---|---|
| none | |
| electric water heater | |
| gas water heater | |
| built-in microwave | |
| Other values (141) |
| Value | Count | Frequency (%) | |
| dishwasher | 5037 | 38.0% | |
| none | 1736 | 13.1% | |
| electric water heater | 553 | 4.2% | |
| gas water heater | 544 | 4.1% | |
| built-in microwave | 543 | 4.1% | |
| range | 531 | 4.0% | |
| cooktop | 302 | 2.3% | |
| electric cooktop | 295 | 2.2% | |
| gas cooktop | 268 | 2.0% | |
| dryer | 258 | 1.9% | |
| Other values (136) | 3198 | 24.1% |
Unique
| Unique | 33 ? |
|---|---|
| Unique (%) | 0.2% |
Length
| Max length | 38 |
|---|---|
| Median length | 10 |
| Mean length | 10.90629476 |
| Min length | 3 |
| Distinct | 91 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| central | |
|---|---|
| forced air | |
| natural gas | |
| electric | |
| none | |
| Other values (86) |
| Value | Count | Frequency (%) | |
| central | 4711 | 35.5% | |
| forced air | 2917 | 22.0% | |
| natural gas | 1998 | 15.1% | |
| electric | 887 | 6.7% | |
| none | 694 | 5.2% | |
| hot water | 266 | 2.0% | |
| fireplace(s | 166 | 1.3% | |
| radiator | 142 | 1.1% | |
| central forced air | 128 | 1.0% | |
| other | 124 | 0.9% | |
| Other values (81) | 1232 | 9.3% |
Unique
| Unique | 23 ? |
|---|---|
| Unique (%) | 0.2% |
Length
| Max length | 31 |
|---|---|
| Median length | 8 |
| Mean length | 8.879080286 |
| Min length | 2 |
| Distinct | 115 |
|---|---|
| Distinct (%) | 0.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| Central Air | |
|---|---|
| Ceiling Fan(s | |
| Central Ai | |
| None | |
| none | |
| Other values (110) |
| Value | Count | Frequency (%) | |
| Central Air | 4833 | 36.4% | |
| Ceiling Fan(s | 1519 | 11.5% | |
| Central Ai | 1201 | 9.1% | |
| None | 827 | 6.2% | |
| none | 720 | 5.4% | |
| Electri | 542 | 4.1% | |
| Central A/ | 506 | 3.8% | |
| Electric | 415 | 3.1% | |
| Central Forced Air | 307 | 2.3% | |
| Refrigeration | 215 | 1.6% | |
| Other values (105) | 2180 | 16.4% |
Unique
| Unique | 21 ? |
|---|---|
| Unique (%) | 0.2% |
Length
| Max length | 31 |
|---|---|
| Median length | 11 |
| Mean length | 10.3928383 |
| Min length | 2 |
| Distinct | 11 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.499246136 |
|---|---|
| Minimum | 0 |
| Maximum | 7 |
| Zeros | 1446 |
| Zeros (%) | 10.9% |
| Memory size | 103.6 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 7 |
| Range | 7 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.8558670917 |
|---|---|
| Coefficient of variation (CV) | 0.570864964 |
| Kurtosis | 0.215134403 |
| Mean | 1.499246136 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.2602398322 |
| Sum | 19887.5 |
| Variance | 0.7325084787 |
| Monotocity | Not monotonic |
| Value | Count | Frequency (%) | |
| 1 | 5326 | 40.2% | |
| 2 | 5005 | 37.7% | |
| 0 | 1446 | 10.9% | |
| 3 | 1133 | 8.5% | |
| 3.5 | 149 | 1.1% | |
| 2.5 | 93 | 0.7% | |
| 4 | 79 | 0.6% | |
| 1.5 | 27 | 0.2% | |
| 5 | 3 | < 0.1% | |
| 7 | 3 | < 0.1% |
| Value | Count | Frequency (%) | |
| 0 | 1446 | 10.9% | |
| 1 | 5326 | 40.2% | |
| 1.5 | 27 | 0.2% | |
| 2 | 5005 | 37.7% | |
| 2.5 | 93 | 0.7% |
| Value | Count | Frequency (%) | |
| 7 | 3 | < 0.1% | |
| 6 | 1 | < 0.1% | |
| 5 | 3 | < 0.1% | |
| 4 | 79 | 0.6% | |
| 3.5 | 149 | 1.1% |
| Distinct | 160 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| brick | |
|---|---|
| none | |
| stucco | |
| vinyl sideing | |
| frame | |
| Other values (155) |
| Value | Count | Frequency (%) | |
| brick | 4169 | 31.4% | |
| none | 2082 | 15.7% | |
| stucco | 771 | 5.8% | |
| vinyl sideing | 638 | 4.8% | |
| frame | 528 | 4.0% | |
| masonry | 471 | 3.6% | |
| wood sideing | 409 | 3.1% | |
| frame - woo | 387 | 2.9% | |
| stone | 364 | 2.7% | |
| block | 338 | 2.5% | |
| Other values (150) | 3108 | 23.4% |
Unique
| Unique | 43 ? |
|---|---|
| Unique (%) | 0.3% |
Length
| Max length | 30 |
|---|---|
| Median length | 5 |
| Mean length | 7.264304561 |
| Min length | 3 |
| Distinct | 285 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| none | |
|---|---|
| Composition | |
| Shingle | |
| Tile | |
| Asphalt | |
| Other values (280) |
| Value | Count | Frequency (%) | |
| none | 4443 | 33.5% | |
| Composition | 4131 | 31.1% | |
| Shingle | 1342 | 10.1% | |
| Tile | 560 | 4.2% | |
| Asphalt | 445 | 3.4% | |
| Comp Shingle | 285 | 2.1% | |
| Metal | 189 | 1.4% | |
| Other | 179 | 1.3% | |
| Composition,Shingle | 150 | 1.1% | |
| Flat | 147 | 1.1% | |
| Other values (275) | 1394 | 10.5% |
Unique
| Unique | 149 ? |
|---|---|
| Unique (%) | 1.1% |
Length
| Max length | 57 |
|---|---|
| Median length | 7 |
| Mean length | 8.069204674 |
| Min length | 4 |
foundation
Categorical
| Distinct | 50 |
|---|---|
| Distinct (%) | 0.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| none | |
|---|---|
| slab | |
| concrete perimeter | |
| crawl space | 487 |
| pillar/post/pier | 480 |
| Other values (45) |
| Value | Count | Frequency (%) | |
| none | 5838 | 44.0% | |
| slab | 3666 | 27.6% | |
| concrete perimeter | 700 | 5.3% | |
| crawl space | 487 | 3.7% | |
| pillar/post/pier | 480 | 3.6% | |
| poured concrete | 456 | 3.4% | |
| blogck | 333 | 2.5% | |
| other | 228 | 1.7% | |
| brick/mortar | 161 | 1.2% | |
| stone | 159 | 1.2% | |
| Other values (40) | 757 | 5.7% |
Unique
| Unique | 11 ? |
|---|---|
| Unique (%) | 0.1% |
Length
| Max length | 27 |
|---|---|
| Median length | 4 |
| Mean length | 6.405955522 |
| Min length | 4 |
| Distinct | 446 |
|---|---|
| Distinct (%) | 3.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| none | |
|---|---|
| Ceiling Fan(s | 585 |
| Cable TV Availabl | 569 |
| Built-in Feature | 539 |
| One Living Are | 360 |
| Other values (441) |
| Value | Count | Frequency (%) | |
| none | 3939 | 29.7% | |
| Ceiling Fan(s | 585 | 4.4% | |
| Cable TV Availabl | 569 | 4.3% | |
| Built-in Feature | 539 | 4.1% | |
| One Living Are | 360 | 2.7% | |
| Walk-In Closet(s | 326 | 2.5% | |
| Breakfast Ba | 252 | 1.9% | |
| Two Living Are | 239 | 1.8% | |
| High Ceiling | 239 | 1.8% | |
| Walk-In Closet(s) | 236 | 1.8% | |
| Other values (436) | 5981 | 45.1% |
Unique
| Unique | 186 ? |
|---|---|
| Unique (%) | 1.4% |
Length
| Max length | 38 |
|---|---|
| Median length | 13 |
| Mean length | 11.32672446 |
| Min length | 2 |
| Distinct | 365 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 103.6 KiB |
| none | |
|---|---|
| 3% | |
| 2.5% | |
| % Of Gross2.5 | |
| 2.50% | |
| Other values (360) |
| Value | Count | Frequency (%) | |
| none | 3994 | 30.1% | |
| 3% | 2581 | 19.5% | |
| 2.5% | 2074 | 15.6% | |
| % Of Gross2.5 | 648 | 4.9% | |
| 2.50% | 501 | 3.8% | |
| 2.8% | 446 | 3.4% | |
| 2.500% | 384 | 2.9% | |
| 3.00% | 309 | 2.3% | |
| 2% | 250 | 1.9% | |
| % Of Gross3 | 178 | 1.3% | |
| Other values (355) | 1900 | 14.3% |
Unique
| Unique | 225 ? |
|---|---|
| Unique (%) | 1.7% |
Length
| Max length | 66 |
|---|---|
| Median length | 4 |
| Mean length | 5.370825481 |
| Min length | 2 |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.First rows
| df_index | price | status | add_attr | city | state | lat | long | bath | bed | living | lot_a | tax_assessed | fireplace | parking | covered | garage | total_spaces | lot_f | subtype | architectural | year | sewer | water | app | heating | cooling | stories | materials | roof | foundation | interior | compensation | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 0 | 274000 | House for sale | True | South Ozone Park | NY | 40.675730 | -73.822350 | 1 | 3 | 1556 | 2400.0 | 0 | none | Garage - Detached | 1.750 | 1.595 | 1.945 | none | none | none | 1930.0 | none | none | none | none | none | 0.0 | none | none | none | none | none |
| 1 | 1 | 270000 | House for sale | True | Jamaica | NY | 40.670036 | -73.780450 | 2 | 4 | 1920 | 3998.0 | 678000 | none | none | 1.660 | 1.535 | 2.160 | none | none | none | 1950.0 | none | none | microwave | none | none | 0.0 | none | none | none | none | none |
| 2 | 2 | 899000 | House for sale | True | Staten Island | NY | 40.524227 | -74.215790 | 3 | 3 | 2532 | 6903.0 | 637000 | none | Detache | 1.935 | 2.000 | 2.000 | none | Single Family - Detached | Colonial | 1899.0 | Public Sewer | none | dishwasher | hot water | Units | 2.0 | none | none | none | none | none |
| 3 | 3 | 1390000 | House for sale | True | Flushing | NY | 40.721615 | -73.820755 | 4 | 4 | 1915 | 2697.0 | 894000 | none | none | 1.695 | 1.655 | 3.915 | none | none | none | 1945.0 | none | none | dryer | none | none | 0.0 | none | none | none | none | none |
| 4 | 5 | 1380000 | House for sale | True | Brooklyn | NY | 40.604470 | -73.943960 | 4 | 3 | 1800 | 2000.0 | 0 | none | Shared Drivewa | 1.700 | 1.000 | 2.160 | Near Public Transit | Single Family Residence | 2 Story | 1930.0 | Public Sewer | Public | dishwasher | natural gas | Wall Unit(s) | 2.0 | brick | none | none | Formal Dining Roo | none |
| 5 | 6 | 599000 | House for sale | True | Brooklyn | NY | 40.639286 | -73.941270 | 2 | 3 | 1344 | 1950.0 | 534000 | none | none | 1.800 | 1.685 | 2.520 | none | none | none | 1925.0 | none | none | dryer | none | none | 0.0 | none | none | none | none | none |
| 6 | 7 | 1280000 | House for sale | True | Brooklyn | NY | 40.622246 | -74.017830 | 2 | 3 | 1422 | 2613.0 | 882000 | none | Garage - Detached | 1.605 | 1.535 | 1.000 | none | none | none | 1920.0 | none | none | dishwasher | radian | Central | 0.0 | none | Shake / Shingle | none | none | none |
| 7 | 9 | 899000 | House for sale | True | Brooklyn | NY | 40.578552 | -74.005196 | 3 | 4 | 2800 | 3000.0 | 419000 | none | none | 1.720 | 1.670 | 2.000 | none | none | none | 1945.0 | none | none | dishwasher | none | none | 0.0 | none | none | none | none | none |
| 8 | 10 | 565000 | House for sale | True | Jamaica | NY | 40.682640 | -73.788180 | 2 | 3 | 1896 | 1951.0 | 406000 | none | Garage - Attached | 1.800 | 1.685 | 2.520 | none | none | none | 1925.0 | none | none | dishwasher | none | none | 0.0 | none | Shake / Shingle | none | none | none |
| 9 | 11 | 99999 | House for sale | True | Staten Island | NY | 40.627700 | -74.179020 | 1 | 2 | 840 | 2100.0 | 0 | none | Community Driv | 2.140 | 2.150 | 3.000 | Back Yar | Single Family Residence | Ranch | 1998.0 | none | none | none | natural gas | none | 1.0 | aluminum sidein | Flat,Metal | other | none | none |
Last rows
| df_index | price | status | add_attr | city | state | lat | long | bath | bed | living | lot_a | tax_assessed | fireplace | parking | covered | garage | total_spaces | lot_f | subtype | architectural | year | sewer | water | app | heating | cooling | stories | materials | roof | foundation | interior | compensation | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 13255 | 13329 | 385000 | House for sale | True | Nashville | TN | 36.158485 | -86.828240 | 1 | 3 | 1100 | 0.25 | 270000 | 1.0 | Driveway | 1.850 | 1.850 | 2.000 | Unknown Soil Type | Single Family Residence | Cape Cod | 1925.0 | Public Sewer | Public | gas water heater | forced air | Central A/ | 3.0 | aluminum sidein | none | other | none | % Of Gross2 |
| 13256 | 13330 | 599000 | House for sale | True | Nashville | TN | 36.104990 | -86.745760 | 3 | 3 | 2532 | 8712.00 | 280200 | none | Driveway | 1.965 | 1.955 | 2.395 | Unknown Soil Type | Single Family Residence | Colonial | 1976.0 | Public Sewer | Public | electric water heater | forced air | Central A/ | 2.0 | brick | none | brick/mortar | none | % Of Gross2.5 |
| 13257 | 13331 | 299000 | House for sale | True | Nashville | TN | 36.219044 | -86.756760 | 1 | 3 | 960 | 0.41 | 153300 | none | None | 1.915 | 1.740 | 2.135 | Unknown Soil Type | Single Family Residence | Contemporary | 1947.0 | Public Sewer | Public | oven/range - gas | hot water | Central A/ | 3.0 | brick | Wood,Other | slab | none | % Of Gross2.9 |
| 13258 | 13332 | 1149900 | House for sale | True | Nashville | TN | 36.193188 | -86.777830 | 4 | 4 | 2012 | 871.20 | 0 | none | Off Street | 1.920 | 1.780 | 2.560 | Urban Land-Sassafras-Chillum | Single Family Residence | Colonial | 1936.0 | Public Sewer | Public | gas water heater | forced air | None | 3.0 | brick | none | brick/mortar | Dining Are | % Of Gross2 |
| 13259 | 13333 | 3675000 | House for sale | True | Nashville | TN | 36.123570 | -86.795580 | 6 | 5 | 5704 | 0.29 | 961800 | none | Concrete Drivewa | 1.905 | 1.885 | 2.000 | Unknown Soil Type | Single Family Residence | Traditional | 1953.0 | Public Sewer | Public | built-in microwave | central | Central A/ | 3.0 | brick | Flat | slab | Dining Are | % Of Gross2.5 |
| 13260 | 13334 | 750000 | House for sale | True | Nashville | TN | 36.160694 | -86.847830 | 3 | 3 | 2208 | 4356.00 | 563900 | none | Drivewa | 1.570 | 1.690 | 2.030 | Unknown Soil Type | Single Family Residence | Colonial | 1951.0 | Public Sewer | Public | gas water heater | forced air | Central A/ | 3.0 | brick | none | slab | none | % Of Gross2.5 |
| 13261 | 13335 | 575000 | House for sale | True | Nashville | TN | 36.204834 | -86.738660 | 2 | 4 | 3658 | 9147.60 | 0 | none | On Stree | 1.805 | 1.780 | 2.000 | Unknown Soil Type | Single Family Residence | Traditional | 1940.0 | Public Sewer | Public | dishwasher | forced air | Central A/ | 3.0 | brick | none | slab | Kitchen - Gourme | % Of Gross3 |
| 13262 | 13336 | 609000 | House for sale | True | Nashville | TN | 36.196106 | -86.735115 | 3 | 3 | 1950 | 871.20 | 0 | none | On Street | 1.800 | 1.685 | 2.520 | Urban Land-Sassafras-Chillum | Single Family Residence | Colonial | 1925.0 | Public Sewer | Public | gas water heater | hot water | Ductless/Mini-Spli | 3.0 | brick | none | brick/mortar | Ceiling Fan(s) | % Of Gross2.5 |
| 13263 | 13337 | 460000 | Coming soon | True | Nashville | TN | 36.026558 | -86.717710 | 2 | 3 | 2224 | 7840.80 | 319600 | 2.0 | Drivewa | 1.895 | 1.825 | 2.090 | Landscapin | Single Family Residence | Colonial | 1937.0 | Public Sewer | Public | built-in microwave | forced air | Central A/ | 3.0 | combination | Unknown | other | Ceiling Fan(s | % Of Gross2.5 |
| 13264 | 13338 | 4300000 | House for sale | True | Nashville | TN | 36.134396 | -86.822710 | 5 | 5 | 4516 | 0.36 | 1415000 | none | On Street | 1.885 | 1.855 | 2.460 | Urba | Single Family Residence | Traditional | 1925.0 | Public Sewer | Public | gas water heater | hot water | Central A/ | 3.0 | brick | Flat,Rubber | other | none | % Of Gross2.5 |